{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3",
      "language": "python"
    },
    "language_info": {
      "name": "python",
      "version": "3.7.6",
      "mimetype": "text/x-python",
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "pygments_lexer": "ipython3",
      "nbconvert_exporter": "python",
      "file_extension": ".py"
    },
    "colab": {
      "name": "cat_dog_vgg16.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "include_colab_link": true
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/SummerLife/EmbeddedSystem/blob/develop/MachineLearning/project/04_cat_and_dog/cat_dog_vgg16.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_mu6yJyVIoKV",
        "colab_type": "text"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "JEgIVwYK9hBh",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import tensorflow as tf\n",
        "from tensorflow import keras\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import Activation, Dense, Flatten, BatchNormalization, Conv2D, MaxPool2D\n",
        "from tensorflow.keras.optimizers import Adam\n",
        "from tensorflow.keras.metrics import categorical_crossentropy\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
        "from sklearn.metrics import confusion_matrix\n",
        "import itertools\n",
        "import os\n",
        "import shutil\n",
        "import random\n",
        "import glob\n",
        "import matplotlib.pyplot as plt\n",
        "import warnings\n",
        "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
        "%matplotlib inline"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "QNXXVvMN9hB6",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "663c2ae7-90d1-454e-cabd-26cf8cfb8708"
      },
      "source": [
        "%tensorflow_version 2.x\n",
        "import tensorflow as tf\n",
        "device_name = tf.test.gpu_device_name()\n",
        "if device_name != '/device:GPU:0':\n",
        "  raise SystemError('GPU device not found')\n",
        "print('Found GPU at: {}'.format(device_name))"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found GPU at: /device:GPU:0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "k2E17i6BOAdS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "outputId": "fc184a49-125f-4d93-9525-31a9e3ba9f4d"
      },
      "source": [
        "gpu_info = !nvidia-smi\n",
        "gpu_info = '\\n'.join(gpu_info)\n",
        "if gpu_info.find('failed') >= 0:\n",
        "  print('Select the Runtime > \"Change runtime type\" menu to enable a GPU accelerator, ')\n",
        "  print('and then re-execute this cell.')\n",
        "else:\n",
        "  print(gpu_info)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Sun Jun 21 10:09:55 2020       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 450.36.06    Driver Version: 418.67       CUDA Version: 10.1     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|                               |                      |               MIG M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla P100-PCIE...  Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   50C    P0    34W / 250W |    353MiB / 16280MiB |      0%      Default |\n",
            "|                               |                      |                 ERR! |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jJaJu35swNDr",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        },
        "outputId": "145d6f36-1262-40fd-b477-61ff51b325b5"
      },
      "source": [
        "from psutil import virtual_memory\n",
        "ram_gb = virtual_memory().total / 1e9\n",
        "print('Your runtime has {:.1f} gigabytes of available RAM\\n'.format(ram_gb))\n",
        "\n",
        "if ram_gb < 20:\n",
        "  print('To enable a high-RAM runtime, select the Runtime > \"Change runtime type\"')\n",
        "  print('menu, and then select High-RAM in the Runtime shape dropdown. Then, ')\n",
        "  print('re-execute this cell.')\n",
        "else:\n",
        "  print('You are using a high-RAM runtime!')"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Your runtime has 13.7 gigabytes of available RAM\n",
            "\n",
            "To enable a high-RAM runtime, select the Runtime > \"Change runtime type\"\n",
            "menu, and then select High-RAM in the Runtime shape dropdown. Then, \n",
            "re-execute this cell.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aFbla_wW-IpG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "982ff3a2-59fa-47c9-ebb3-de0d11dbde22"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "ODZwMRcy9hBk",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Organize data into train, valid, test dirs\n",
        "os.chdir('/content/drive/My Drive/train_data')\n",
        "if os.path.isdir('train/dog') is False:\n",
        "    os.makedirs('train/dog')\n",
        "    os.makedirs('train/cat')\n",
        "    os.makedirs('valid/dog')\n",
        "    os.makedirs('valid/cat')\n",
        "    os.makedirs('test/dog')\n",
        "    os.makedirs('test/cat')\n",
        "\n",
        "    for i in random.sample(glob.glob('cat*'), 500):\n",
        "        shutil.move(i, 'train/cat')  \n",
        "\n",
        "    for i in random.sample(glob.glob('dog*'), 500):\n",
        "        shutil.move(i, 'train/dog')\n",
        "\n",
        "    for i in random.sample(glob.glob('cat*'), 100):\n",
        "        shutil.move(i, 'valid/cat')   \n",
        "\n",
        "    for i in random.sample(glob.glob('dog*'), 100):\n",
        "        shutil.move(i, 'valid/dog')\n",
        "\n",
        "    for i in random.sample(glob.glob('cat*'), 50):\n",
        "        shutil.move(i, 'test/cat')  \n",
        "\n",
        "    for i in random.sample(glob.glob('dog*'), 50):\n",
        "        shutil.move(i, 'test/dog')\n"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "EtcwECAv9hBm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train_path = '/content/drive/My Drive/train_data/train'\n",
        "valid_path = '/content/drive/My Drive/train_data/valid'\n",
        "test_path  = '/content/drive/My Drive/train_data/test'"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "ckZywdMV9hBp",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "outputId": "f31a84b1-8c7a-4816-a66b-d2d79d9d0c76"
      },
      "source": [
        "train_batches = ImageDataGenerator(preprocessing_function=tf.keras.applications.vgg16.preprocess_input) \\\n",
        "    .flow_from_directory(directory=train_path, target_size=(224,224), classes=['cat', 'dog'], batch_size=40)\n",
        "valid_batches = ImageDataGenerator(preprocessing_function=tf.keras.applications.vgg16.preprocess_input) \\\n",
        "    .flow_from_directory(directory=valid_path, target_size=(224,224), classes=['cat', 'dog'], batch_size=10)\n",
        "test_batches = ImageDataGenerator(preprocessing_function=tf.keras.applications.vgg16.preprocess_input) \\\n",
        "    .flow_from_directory(directory=test_path, target_size=(224,224), classes=['cat', 'dog'], batch_size=10, shuffle=False)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 1000 images belonging to 2 classes.\n",
            "Found 200 images belonging to 2 classes.\n",
            "Found 100 images belonging to 2 classes.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "rrq1cZ-49hBs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "imgs, labels = next(train_batches)"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "v-A3oh0S9hBu",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def plotImages(images_arr):\n",
        "    fig, axes = plt.subplots(1, 10, figsize=(20,20))\n",
        "    axes = axes.flatten()\n",
        "    for img, ax in zip( images_arr, axes):\n",
        "        ax.imshow(img)\n",
        "        ax.axis('off')\n",
        "    plt.tight_layout()\n",
        "    plt.show()"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "EZpzMBH19hBw",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "4b3ef9e4-2fc4-4021-982b-ae1186731e36"
      },
      "source": [
        "plotImages(imgs)\n",
        "print(labels)"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1440 with 10 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "[[0. 1.]\n",
            " [0. 1.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [0. 1.]\n",
            " [0. 1.]\n",
            " [0. 1.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [0. 1.]\n",
            " [0. 1.]\n",
            " [0. 1.]\n",
            " [0. 1.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [0. 1.]\n",
            " [1. 0.]\n",
            " [0. 1.]\n",
            " [0. 1.]\n",
            " [1. 0.]\n",
            " [0. 1.]\n",
            " [1. 0.]\n",
            " [0. 1.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [0. 1.]\n",
            " [0. 1.]\n",
            " [1. 0.]\n",
            " [0. 1.]\n",
            " [0. 1.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [0. 1.]\n",
            " [0. 1.]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "wAtzCCre9hBz",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model = Sequential([\n",
        "    Conv2D(filters=32, kernel_size=(3, 3), activation='relu', padding = 'same', input_shape=(224,224,3)),\n",
        "    MaxPool2D(pool_size=(2, 2), strides=2),\n",
        "    Conv2D(filters=64, kernel_size=(3, 3), activation='relu', padding = 'same'),\n",
        "    MaxPool2D(pool_size=(2, 2), strides=2),\n",
        "    Flatten(),\n",
        "    Dense(units=2, activation='softmax')\n",
        "])\n",
        "\n",
        "model.compile(optimizer=Adam(learning_rate=0.0001), loss='categorical_crossentropy', metrics=['accuracy'])"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "CfTL9VRB9hB1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "outputId": "1273e78e-9e51-44ef-ad02-1a7110e68a31"
      },
      "source": [
        "model.summary()"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "conv2d (Conv2D)              (None, 224, 224, 32)      896       \n",
            "_________________________________________________________________\n",
            "max_pooling2d (MaxPooling2D) (None, 112, 112, 32)      0         \n",
            "_________________________________________________________________\n",
            "conv2d_1 (Conv2D)            (None, 112, 112, 64)      18496     \n",
            "_________________________________________________________________\n",
            "max_pooling2d_1 (MaxPooling2 (None, 56, 56, 64)        0         \n",
            "_________________________________________________________________\n",
            "flatten (Flatten)            (None, 200704)            0         \n",
            "_________________________________________________________________\n",
            "dense (Dense)                (None, 2)                 401410    \n",
            "=================================================================\n",
            "Total params: 420,802\n",
            "Trainable params: 420,802\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JOw8B9s7Wnvl",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!export TF_CUDNN_USE_AUTOTUNE=0"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "LM8lDvGh9hB8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 374
        },
        "outputId": "0a108063-4b4c-41df-d23b-7bc13be77b76"
      },
      "source": [
        "#with tf.device('/device:GPU:0'):\n",
        "model.fit(x=train_batches, validation_data=valid_batches, epochs=10, verbose=2)"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/10\n",
            "25/25 - 6s - loss: 2.3993e-04 - accuracy: 1.0000 - val_loss: 2.8672 - val_accuracy: 0.6300\n",
            "Epoch 2/10\n",
            "25/25 - 6s - loss: 2.2460e-04 - accuracy: 1.0000 - val_loss: 2.8688 - val_accuracy: 0.6300\n",
            "Epoch 3/10\n",
            "25/25 - 6s - loss: 2.1256e-04 - accuracy: 1.0000 - val_loss: 2.8684 - val_accuracy: 0.6300\n",
            "Epoch 4/10\n",
            "25/25 - 6s - loss: 2.0292e-04 - accuracy: 1.0000 - val_loss: 2.8667 - val_accuracy: 0.6400\n",
            "Epoch 5/10\n",
            "25/25 - 7s - loss: 1.9411e-04 - accuracy: 1.0000 - val_loss: 2.8689 - val_accuracy: 0.6350\n",
            "Epoch 6/10\n",
            "25/25 - 6s - loss: 1.8387e-04 - accuracy: 1.0000 - val_loss: 2.8655 - val_accuracy: 0.6400\n",
            "Epoch 7/10\n",
            "25/25 - 6s - loss: 1.7670e-04 - accuracy: 1.0000 - val_loss: 2.8636 - val_accuracy: 0.6400\n",
            "Epoch 8/10\n",
            "25/25 - 6s - loss: 1.6590e-04 - accuracy: 1.0000 - val_loss: 2.8668 - val_accuracy: 0.6400\n",
            "Epoch 9/10\n",
            "25/25 - 6s - loss: 1.5866e-04 - accuracy: 1.0000 - val_loss: 2.8613 - val_accuracy: 0.6450\n",
            "Epoch 10/10\n",
            "25/25 - 6s - loss: 1.5297e-04 - accuracy: 1.0000 - val_loss: 2.8595 - val_accuracy: 0.6400\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tensorflow.python.keras.callbacks.History at 0x7f451024a898>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "zCTLLamN9hB-",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "test_imgs, test_labels = next(test_batches)"
      ],
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "t_B25Hyy9hCA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 503
        },
        "outputId": "bc5ab8e9-0cab-4257-d0ee-f654f6aaff57"
      },
      "source": [
        "plotImages(test_imgs)\n",
        "print(test_labels)"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1440 with 10 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "[[1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [1. 0.]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "seIUN62p9hCC",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "predictions = model.predict(x=test_batches, verbose=0)"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "jM3U_YNV9hCE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "9b636946-18fe-4f70-e5fc-6ee0c114978b"
      },
      "source": [
        "np.round(predictions)"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
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              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [1., 0.],\n",
              "       [0., 1.],\n",
              "       [0., 1.],\n",
              "       [0., 1.]], dtype=float32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "LLcISO4f9hCG",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "cm = confusion_matrix(y_true=test_batches.classes, y_pred=np.argmax(predictions, axis=-1))\n"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "hCun2qro9hCI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def plot_confusion_matrix(cm, classes,\n",
        "                          normalize=False,\n",
        "                          title='Confusion matrix',\n",
        "                          cmap=plt.cm.Blues):\n",
        "    \"\"\"\n",
        "    This function prints and plots the confusion matrix.\n",
        "    Normalization can be applied by setting `normalize=True`.\n",
        "    \"\"\"\n",
        "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
        "    plt.title(title)\n",
        "    plt.colorbar()\n",
        "    tick_marks = np.arange(len(classes))\n",
        "    plt.xticks(tick_marks, classes, rotation=45)\n",
        "    plt.yticks(tick_marks, classes)\n",
        "\n",
        "    if normalize:\n",
        "        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
        "        print(\"Normalized confusion matrix\")\n",
        "    else:\n",
        "        print('Confusion matrix, without normalization')\n",
        "\n",
        "    print(cm)\n",
        "\n",
        "    thresh = cm.max() / 2.\n",
        "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
        "        plt.text(j, i, cm[i, j],\n",
        "            horizontalalignment=\"center\",\n",
        "            color=\"white\" if cm[i, j] > thresh else \"black\")\n",
        "\n",
        "    plt.tight_layout()\n",
        "    plt.ylabel('True label')\n",
        "    plt.xlabel('Predicted label')"
      ],
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "ifS7qQRK9hCL",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "2f24b5f3-dd71-4d59-be7d-3b09f8c8abec"
      },
      "source": [
        "test_batches.class_indices"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'cat': 0, 'dog': 1}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "7727GAQS9hCN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 362
        },
        "outputId": "87626b1a-9a47-425b-a504-638e218c4837"
      },
      "source": [
        "cm_plot_labels = ['cat','dog']\n",
        "plot_confusion_matrix(cm=cm, classes=cm_plot_labels, title='Confusion Matrix')"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Confusion matrix, without normalization\n",
            "[[37 13]\n",
            " [17 33]]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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KekHSpHz6XKV6qrkW+/D85XmSxgH9I2Jy5S/VzKx6omb3epwPHBMREyX1AyZIuiNfdmZE/KLahsqdKL5JuWURMbHqcrvJeh9fmatvOb3RZVgXrXDgpY0uwbrorederX2jNdq/GBEzgZn56zmSniS7G1mnletB/rJcDcB2XdmgmVkpnbibz2BJhQ8WHBMRYxZfSdLqwMbAw8BWwJGSvkr2UMJjIuK1chspd6L4ttVWamb2UYlOHaSZFREjyrYn9QWuAY6KiDcl/Qb4CVkH7ydkncCvlWujqhPFzczqoVZX0uRPP7gGuCwirgWIiJcKlp8P3FyxntqUY2b20dXidmfKuqEXAE9GxBkF84cVrLYHMKVSPe5BmlkSslN4atKF3ArYH/ibpEn5vB8C+0oaTjbEfo5Fb8BTVDWXGorskQsfi4iTJa0KrBARj3SxeDOzomoxxI6IB/jgLmSFOn2bxmqG2OcCWwD75u/nAOd0dkNmZpU046WGm0fEJpIeA4iI1yQt1c11mVmLEdAjsUsNqwnI9yS1k43bkTQEWNCtVZlZS0osH6sKyLOB64Chkk4lu7vP8d1alZm1HKlmlxrWTDXXYl8maQLZLc8E7B4RT3Z7ZWbWchLLx6qOYq8KvA3cVDgvIv7VnYWZWetpxkcu3MIHD+/qDawBPAV8shvrMrMWkz2TJq2ErGaIvUHh+/wuP4eXWN3MrMsSy8fOX0mT32Nt8+4oxsxamDp1N5+6qGYf5NEFb9uATYAZ3VaRmbWkZn3sa7+C1/PJ9kle0z3lmFkra6qAzE8Q7xcRx9apHjNrYak9tKvcIxd6RMR8SVvVsyAza03NNsR+hGx/4yRJNwJXA3M7FnbchNLMrCbqfCOKalSzD7I3MJvsGTQd50MG4IA0s5oR0COxLmS5gByaH8GewgfB2CG6tSoza0nN1INsB/pS/MaTDkgzqzHRVjRuGqdcQM6MiJPrVomZtbTsqYaNrmJR5QIysVLNbIlWxQO56q1cQH6mblWYmdFEN6uIiFfrWYiZtbZmG2KbmdVVe2JjbAekmSVBVPeY1XpyQJpZGtRE12KbmdVbWvHogDSzRDTlIxfMzOolrXh0QJpZQhLrQDogzSwNQs33TBozs3rxUWwzsxLSikcHpJmlwudBmpkV5ytpzMzKcA/SzKyEtOLRAWlmiRD4NB8zs1ISy8fk9omaWctS1X/KtiKtIuluSU9Imirp2/n8gZLukDQt/3u5ShU5IM0sGVJ1UwXzgWMiYj1gJHCEpPWA7wN3RcTHgbvy92U5IM0sCdlpPqpqKiciZkbExPz1HOBJYCVgN+CifLWLgN0r1eR9kGaWhup6hx0GSxpf8H5MRIz5UJPS6sDGwMPA8hExM1/0IrB8pY04IM0sGZ24H+SsiBhRbgVJfYFrgKMi4s3CcywjIiRFxXqqrcbMrDtlN8ytbqrYltSTLBwvi4hr89kvSRqWLx8GvFypHfcgE3Dc0Ydx7523MnDwEG7886MAHH3oV3n2H9MAmPPmG/TrP4Dr7niokWVaCb16tjH2+B3o1aOd9nZx4yP/4mfXTuZXXx/JxmsMQoJnXnyTw3/7EHPfmd/ocpNW6Qh1VW1kXcULgCcj4oyCRTcCBwCn5X/fUKktB2QC9thrP/Y76BC+/+1vLJx3xnkXL3x9+kk/oF///o0ozarwznsL+MJP72TuO/Pp0S7G/WhH7nh8Bj+8bAJz5r0HwKn7bco3dliHs26a2uBq01aj8yC3AvYH/iZpUj7vh2TBeJWkg4HpwF6VGnJAJmDEyE/zwvPTiy6LCG676Vp+f9Utda7KOqOjZ9izvY2ePdoIYmE4AvTu2U5ExV1eLa8WPciIeIDSVy1+pjNtOSATN+HhBxk0ZCirf2ytRpdiZbRJ3HvKzqyxfD9+d8fTTPjHbADOGb0F22+0Ik+98AbHXz6hwVWmrWMfZErqdpBG0omSjq3X9pYUt1x/NZ/bbc9Gl2EVLIhg6+PG8slvXcumaw7iEysPAOCIMQ+x7pHX8tSMN/jiyNUaXGXqanMlTS35KHbC5s+fz5233sjOX/jvRpdiVXrj7fe4/4mX+MyGKy6ctyCCax+azq6fWrWBlTWBKo9g17OX2a0BKek4SU9LegBYJ583XNJfJU2WdF3H9ZCSPpXPmyTp55KmdGdtzeCh++9mjbXWZoUVV2p0KVbGoH69GLB0TyDb1zhqg2E8M/NN1li+78J1dt5kZabNeLNRJTaFjudiVzPVS7ftg5S0KbAPMDzfzkRgAnAx8M2IuFfSycAJwFHAH4BvRMRDkk4r0+5oYDTAsJVW6a7y6+rYww/kkYfu5/VXZ7Ptpmtz5LHH8d/7HsCtN/zJw+smsMKyffjNIVvS3iYkcf3D07lt0gvc+qMd6NenJ0JM+ddrHHPhI40uNXmJ7YLs1oM0WwPXRcTbAJJuBJYBlo2Ie/N1LgKulrQs0C8iOk70uxzYpVij+eVEYwDW32iTJeKw4C/OvbDo/J+e9dv6FmJdMvX519nm+LEfmr/Tybc3oJoml1hC+ii2mSWjngdgqtGd+yDvA3aX1EdSP2BXYC7wmqSt83X2B+6NiNeBOZI2z+fv0411mVmianS7s5rpth5kREyUdCXwONk1j4/miw4AzpO0NPBP4KB8/sHA+ZIWAPcCb3RXbWaWprT6j908xI6IU4FTiywaWWTe1IjYEEDS94HxRdYxsyWU8FMNy/m8pB+Q1TQdOLCx5ZhZXdV5+FyNZAIyIq4Ermx0HWbWOInlYzoBaWaWWkI6IM0sEfW9zroaDkgzS4b3QZqZFSGSG2E7IM0sHT7Nx8yshMTy0QFpZulILB8dkGaWiAR3QjogzSwZPs3HzKyI7FrsRlexKAekmSXDAWlmVoKH2GZmJbgHaWZWQmL56IA0s4QklpAOSDNLQnYaZFoJ6YA0szT4juJmZqU5IM3MivINc83MSnIP0sysiATvVeGANLOEJJaQDkgzS4b3QZqZleB9kGZmxQjaHJBmZqWklZBtjS7AzAw+uGFuNVPFtqTfS3pZ0pSCeSdKekHSpHz6XKV2HJBmlgxVOVXhQmCnIvPPjIjh+TS2UiMeYptZMmp1kCYi7pO0+kdtxz1IM0uGqvwDDJY0vmAaXeUmjpQ0OR+CL1dpZQekmaWj+jH2rIgYUTCNqaL13wBrAsOBmcAvK33AQ2wzS4K6+TSfiHjpg23pfODmSp9xD9LMktGJIXbn25aGFbzdA5hSat0O7kGaWTpq1IOUdAUwimxf5b+BE4BRkoYDATwHHFKpHQekmSWjViPsiNi3yOwLOtuOA9LMkuFrsc3MivIdxc3Miuq41DAlDkgzS4YD0sysBA+xzcyK8XOxzcyK80O7zMzKSSwhHZBmlgzvgzQzK8HPpDEzK8UBaWZWXGpDbEVEo2voMkmvANMbXUc3GgzManQR1iVL+s9utYgYUssGJY0j+75VY1ZEFHvmTE01dUAu6SSNj4gRja7DOs8/uyWDb5hrZlaCA9LMrAQHZNqqeRCRpck/uyWA90GamZXgHqSZWQkOSDOzEhyQZmYlOCDNzEpwQCZKUnvB636NrMVqQ0rtdrBWiY9iJygPx88C7wAbAguA8yJifkMLsy6RtEZEPJu/VviXrmm4B5kmAf2BnwPfAsZGxHxJ/nk1iY7eoqSPA2MlHQcQEeGeZPPwL1yC8p7iI8C7wF+AdSX1iYgFja3MqpUH4W7Az8h+lntJOrFgmUOyCXiInSBJy0fES5J6AV8Etgbuj4grJK0HvBoRLza2SitH0rLAHcDRwIPABsC5wM0R8bNG1mbV8/0gEyPpSGA3SZOAyRFxiaQ+wJZ5j+QTwA4NLdKq8T7Z7c7+GRELJE0BLgWOkTQ3Is5ubHlWDQ+xEyLpQGBf4BvAasCxkr4XEb8HrgAmA1+OiJcaV6UtTrn89YqSekXEHOCvwDX57pH3geeBW4Ht85GAJc49yERIGgHMAXYB9iM7SPMt4HRJPSLip2T7Iy0xHUelJe0EnABMy89E+CEQwERJF5D9PPcn+/m6c9IEHJAJkHQY2bD5u2Q/k88CX4mIWZJmACMlDY6IJfkO1U1H0hBge+B6YDngbOBg4CVgd+ByYCfgaaAnsDPQDxgBvNmAkq2THJANJukLwGHArhExXdIwst7j2pJ2ITsH8msOx7TkQ+odgO3Ifo8eA+6KiPsltUXE/0paDfhCRFyWf+ZTwFnAQRHxr0bVbtVzQDbeisAf83DsGREzJd0CfBNYFTjC4ZiefFh9maQVgJHAILKDa49ExB/y1WYDKxR87GVgd5+B0DwckI03Hdhd0jUR8VQ+7ymyX64rI2Je40qzciTtCHwBaAeWBa4CTs5HAX/Plx3VsX5ELMkPmFsi+TzIBpPUnw/2PT5I9ov2bWDfiHimkbVZaZKGAtcCoyPiCUlHAMvni9cC/gn8NSJublSN9tG5B9lgEfGmpHOB3YDDgTeAgx2OyXuP7Pen4zGlY4BzgDWAK4ELOq6Y8bXXzcs9yIRIWgogIt5tdC1WmaSjgb7AtRExJR9yHwZ8PyL+3tjqrBYckGZdJGll4FBgM+BR4EtkB9XubGhhVjMOSLOPIL9X5xbA+sCEiLi3wSVZDTkgzcxK8OVOZmYlOCDNzEpwQJqZleCANDMrwQFpZlaCA7JFSHpf0iRJUyRdLWnpj9DWhZK+lL/+Xbmbv0oaJWnLLmzjOUmDq52/2DpvdXJbJ0o6trM12pLPAdk65kXE8IhYn+xhYIcWLpTUpctOI+LrEfFEmVVGAZ0OSLMUOCBb0/3AWnnv7n5JNwJPSGqX9HNJj0qaLOkQWPhIgV9LekrSncDQjoYk3ZPfDR1JO0maKOlxSXdJWp0siL+T9163ljRE0jX5Nh6VtFX+2UGSbpc0VdLvyB59W5ak6yVNyD8zerFlZ+bz78pvbIukNSWNyz9zv6R1a/HNtCWXb1bRYvKe4s7AuHzWJsD6EfFsHjJvRMSn8icqPijpdmBjYB1gPbI71jwB/H6xdocA5wPb5G0NjIhXJZ0HvBURv8jXuxw4MyIekLQqcBvZg8hOAB6IiJMlfZ7sztyVfC3fRh/g0fyWcbOBZYDxEfEdST/O2z6S7IYSh0bENEmbkz1lcLsufButRTggW0cfZU9KhKwHeQHZ0PeRiHg2n78DsGHH/kVgAPBxYBvgivzBUzMk/blI+yOB+zraiohXS9TxWWA9ffBY6P6S+ubb+GL+2VskvVbF1/QtSXvkr1fJa51Ndhf2K/P5lwLX5tvYEri6YNu9qtiGtTAHZOuYFxHDC2fkQTG3cBbwzYi4bbH1PlfDOtqAkRHxnyK1VE3SKLKw3SIi3pZ0D9C7xOqRb/f1xb8HZuV4H6QVug04TFJPAElrS1oGuA/YO99HOQzYtshn/wpsI2mN/LMD8/lzyB5U1eF2ssdJkK/XEVj3AV/O5+1M9hCscgYAr+XhuC5ZD7ZDG9mddcjbfCAi3gSelbRnvg1J2qjCNqzFOSCt0O/I9i9OVPag+9+SjTKuA6blyy4GHlr8gxHxCjCabDj7OB8McW8C9ug4SEP26NMR+UGgJ/jgaPpJZAE7lWyoXemhVuOAHpKeBE4jC+gOc4HN8q9hO+DkfP5+wMF5fVPJblJsVpLv5mNmVoJ7kGZmJTggzcxKcECamZXggDQzK8EBaWZWggPSzKwEB6SZWQn/D7bjAQ+STND2AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}